Agricultural engineers

Design equipment, systems, or structures using computer software

AI-powered CAD and generative design tools can autonomously produce equipment designs from specifications, though complex agricultural systems still benefit from human verification of practical field constraints and safety factors.

BLS evidence: Agricultural engineers typically use computer software to design equipment, systems, or structures.

Integrate artificial intelligence and geospatial systems into agriculture

AI can configure and integrate geospatial systems and AI models into agricultural workflows, generating implementation plans and code, though deployment in specific farm operations requires human oversight of compatibility and farmer training.

BLS evidence: Those with computer programming skills work to integrate artificial intelligence and geospatial systems into agriculture, such as to improve efficiency in fertilizer application or to automate harvesting systems.

Develop solutions for agricultural production problems

AI excels at analyzing agricultural data, identifying patterns, and proposing solutions based on vast datasets, though novel problems in unique farm contexts still require human engineering creativity and validation.

BLS evidence: Agricultural engineers' main role is to solve problems found in agricultural production, such as designing safer equipment for food processing or reducing erosion.

Modify environmental factors affecting animal or crop production

AI can model environmental modifications and predict outcomes using agricultural data, but implementing changes requires physical intervention and real-time judgment about biological systems that remain partially unpredictable.

BLS evidence: Agricultural engineers modify environmental factors that affect animal or crop production, such as airflow in a barn or runoff patterns on a field.

Conduct laboratory testing of processing equipment quality

AI can analyze laboratory test data and identify quality issues, but conducting the physical testing requires operating specialized equipment, preparing samples, and handling agricultural materials in ways that current lab automation cannot fully replicate.

BLS evidence: Some agricultural engineers occasionally work in laboratories to test the quality of processing equipment.

Plan and collaborate with clients, contractors, consultants, and other engineers

AI can draft plans and schedule meetings, but collaborative planning requires relationship management, negotiating trade-offs between stakeholders with competing interests, and building trust that remains fundamentally human.

BLS evidence: Agricultural engineers plan and work together with clients, contractors, consultants, and other engineers to ensure effective and desirable outcomes.

Test equipment to ensure safety and reliability

Physical testing requires hands-on operation of agricultural equipment in field conditions, manipulation of machinery, and real-time safety assessments that current robotics cannot reliably perform across diverse farm environments.

BLS evidence: Agricultural engineers test equipment to ensure its safety and reliability.

Inspect agricultural sites to verify equipment and machinery compliance

Site inspections require physical travel to farms, visual and tactile assessment of equipment in varied field conditions, and judgment calls about compliance in contexts where machinery may be modified or operating in non-standard ways.

BLS evidence: They may travel to agricultural settings to see that equipment and machinery are functioning according to both the manufacturers' specifications and federal and state regulations.

Supervise livestock facility upgrades and water resource management projects

Supervising facility upgrades requires on-site presence to coordinate contractors, assess construction progress in agricultural settings, and make real-time decisions about water systems and livestock infrastructure that vary significantly by location.

BLS evidence: They may work onsite when they supervise livestock facility upgrades or water resource management projects.

Oversee construction and production operations

Overseeing construction and production requires physical presence on agricultural sites, coordinating crews in unpredictable outdoor conditions, and making real-time decisions about equipment, weather, and safety that demand human judgment.

BLS evidence: Agricultural engineers oversee construction and production operations.